{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 调库实现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn, optim\n",
    "from torchvision import datasets, transforms, models\n",
    "from torch.utils.data import DataLoader\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "# 数据预处理\n",
    "transform = transforms.Compose([\n",
    "    transforms.Grayscale(num_output_channels=3),  # 将单通道灰度图转换为3通道\n",
    "    transforms.Resize((224, 224)),  # 调整大小为224x224\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5,), (0.5,))\n",
    "])\n",
    "\n",
    "# 加载Fashion MNIST数据集并进行预处理\n",
    "train_dataset = datasets.FashionMNIST(root='./data', train=True, transform=transform, download=True)\n",
    "test_dataset = datasets.FashionMNIST(root='./data', train=False, transform=transform, download=True)\n",
    "\n",
    "train_loader = DataLoader(train_dataset, batch_size=258, shuffle=True)\n",
    "test_loader = DataLoader(test_dataset, batch_size=256, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 直接加载预训练网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载预训练的ResNet18模型\n",
    "net = models.resnet18(pretrained=True)\n",
    "# 修改最后的全连接层，使其适应Fashion MNIST的10个类别\n",
    "net.fc = nn.Linear(net.fc.in_features, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10, Train Loss: 0.2784, Train Accuracy: 89.96%, Test Loss: 0.2573, Test Accuracy: 91.23%\n",
      "Epoch 2/10, Train Loss: 0.1775, Train Accuracy: 93.52%, Test Loss: 0.1985, Test Accuracy: 92.89%\n",
      "Epoch 3/10, Train Loss: 0.1414, Train Accuracy: 94.92%, Test Loss: 0.1966, Test Accuracy: 93.10%\n",
      "Epoch 4/10, Train Loss: 0.1149, Train Accuracy: 95.89%, Test Loss: 0.1946, Test Accuracy: 93.40%\n",
      "Epoch 5/10, Train Loss: 0.0929, Train Accuracy: 96.67%, Test Loss: 0.2421, Test Accuracy: 92.43%\n",
      "Epoch 6/10, Train Loss: 0.0735, Train Accuracy: 97.31%, Test Loss: 0.2139, Test Accuracy: 93.09%\n",
      "Epoch 7/10, Train Loss: 0.0555, Train Accuracy: 97.96%, Test Loss: 0.2247, Test Accuracy: 93.03%\n",
      "Epoch 8/10, Train Loss: 0.0446, Train Accuracy: 98.43%, Test Loss: 0.2582, Test Accuracy: 93.27%\n",
      "Epoch 9/10, Train Loss: 0.0358, Train Accuracy: 98.76%, Test Loss: 0.2642, Test Accuracy: 93.60%\n",
      "Epoch 10/10, Train Loss: 0.0269, Train Accuracy: 99.07%, Test Loss: 0.2486, Test Accuracy: 93.64%\n"
     ]
    }
   ],
   "source": [
    "# 定义损失函数和优化器\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.AdamW(net.parameters(), lr=0.001)\n",
    "\n",
    "# 训练函数\n",
    "def train(net, train_loader, criterion, optimizer, device):\n",
    "    net.train()\n",
    "    train_loss = 0\n",
    "    correct = 0\n",
    "    for images, labels in train_loader:\n",
    "        images, labels = images.to(device), labels.to(device)\n",
    "        optimizer.zero_grad()\n",
    "        outputs = net(images)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        train_loss += loss.item() * images.size(0)\n",
    "        pred = outputs.argmax(dim=1, keepdim=True)\n",
    "        correct += pred.eq(labels.view_as(pred)).sum().item()\n",
    "    \n",
    "    train_loss /= len(train_loader.dataset)\n",
    "    accuracy = 100. * correct / len(train_loader.dataset)\n",
    "    return train_loss, accuracy\n",
    "\n",
    "# 测试函数\n",
    "def test(net, test_loader, criterion, device):\n",
    "    net.eval()\n",
    "    test_loss = 0\n",
    "    correct = 0\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        for images, labels in test_loader:\n",
    "            images, labels = images.to(device), labels.to(device)\n",
    "            outputs = net(images)\n",
    "            test_loss += criterion(outputs, labels).item() * images.size(0)\n",
    "            pred = outputs.argmax(dim=1, keepdim=True)\n",
    "            correct += pred.eq(labels.view_as(pred)).sum().item()\n",
    "    \n",
    "    test_loss /= len(test_loader.dataset)\n",
    "    accuracy = 100. * correct / len(test_loader.dataset)\n",
    "    \n",
    "    return test_loss, accuracy\n",
    "\n",
    "# 设置设备\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "net.to(device)\n",
    "\n",
    "# 记录训练和测试结果\n",
    "train_losses, test_losses = [], []\n",
    "train_accuracies, test_accuracies = [], []\n",
    "\n",
    "# 训练和测试循环\n",
    "num_epochs = 10\n",
    "for epoch in range(num_epochs):\n",
    "    train_loss, train_accuracy = train(net, train_loader, criterion, optimizer, device)\n",
    "    test_loss, test_accuracy = test(net, test_loader, criterion, device)\n",
    "    \n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accuracies.append(train_accuracy)\n",
    "    test_accuracies.append(test_accuracy)\n",
    "    \n",
    "    print(f'Epoch {epoch+1}/{num_epochs}, Train Loss: {train_loss:.4f}, Train Accuracy: {train_accuracy:.2f}%, Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.2f}%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 可视化训练结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs = range(1, num_epochs + 1)\n",
    "plt.figure(figsize=(12, 4))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(epochs, train_losses, 'bo-', label='Training loss')\n",
    "plt.plot(epochs, test_losses, 'ro-', label='Testing loss')\n",
    "plt.title('Training and Testing Loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs, train_accuracies, 'bo-', label='Training accuracy')\n",
    "plt.plot(epochs, test_accuracies, 'ro-', label='Testing accuracy')\n",
    "plt.title('Training and Testing Accuracy')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 从测试集中随机选择几张图片进行预测和可视化\n",
    "def visualize_predictions(net, test_loader, device, num_images=10):\n",
    "    net.eval()\n",
    "    classes = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat', \n",
    "               'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']\n",
    "    \n",
    "    images, labels, preds = [], [], []\n",
    "    with torch.no_grad():\n",
    "        for i, (img, lbl) in enumerate(test_loader):\n",
    "            if i * test_loader.batch_size >= num_images:\n",
    "                break\n",
    "            img, lbl = img.to(device), lbl.to(device)\n",
    "            output = net(img)\n",
    "            pred = output.argmax(dim=1)\n",
    "            images.append(img.cpu())\n",
    "            labels.append(lbl.cpu())\n",
    "            preds.append(pred.cpu())\n",
    "    \n",
    "    # 随机选择 num_images 张图片\n",
    "    indices = random.sample(range(len(images[0])), num_images)\n",
    "    fig, axes = plt.subplots(2, num_images//2, figsize=(12, 6))\n",
    "    axes = axes.ravel()\n",
    "\n",
    "    for i, idx in enumerate(indices):\n",
    "        img = images[0][idx]\n",
    "        label = labels[0][idx].item()\n",
    "        pred = preds[0][idx].item()\n",
    "        \n",
    "        axes[i].imshow(img.permute(1, 2, 0).squeeze(), cmap='gray')\n",
    "        axes[i].set_title(f'True: {classes[label]}\\nPred: {classes[pred]}')\n",
    "        axes[i].axis('off')\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# 可视化随机选择的测试图片及其预测结果\n",
    "visualize_predictions(net, test_loader, device, num_images=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义实现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 定义网络\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "from torch.nn import functional as F\n",
    "\n",
    "\n",
    "class Residual(nn.Module):\n",
    "    def __init__(self, input_channels, num_channels, use_1x1conv=False, strides=1):\n",
    "        super().__init__()\n",
    "        self.conv1 = nn.Conv2d(\n",
    "            input_channels, num_channels, kernel_size=3, padding=1, stride=strides\n",
    "        )\n",
    "        self.conv2 = nn.Conv2d(num_channels, num_channels, kernel_size=3, padding=1)\n",
    "        if use_1x1conv:\n",
    "            self.conv3 = nn.Conv2d(\n",
    "                input_channels, num_channels, kernel_size=1, stride=strides\n",
    "            )\n",
    "        else:\n",
    "            self.conv3 = None\n",
    "        self.bn1 = nn.BatchNorm2d(num_channels)\n",
    "        self.bn2 = nn.BatchNorm2d(num_channels)\n",
    "\n",
    "    def forward(self, X):\n",
    "        Y = F.relu(self.bn1(self.conv1(X)))\n",
    "        Y = self.bn2(self.conv2(Y))\n",
    "        # 如果定义了conv3，使用conv3调整输入的通道数\n",
    "        if self.conv3:\n",
    "            X = self.conv3(X)\n",
    "        # 将调整后的输入与输出相加，这里是ResNet的核心思想\n",
    "        Y += X\n",
    "        # 对结果进行ReLU激活\n",
    "        return F.relu(Y)\n",
    "\n",
    "\n",
    "def resnet_block(input_channels, num_channels, num_residuals, first_block=False):\n",
    "    blk = []\n",
    "    for i in range(num_residuals):\n",
    "        # 第一个残差块需要调整输入通道数，并下采样\n",
    "        if i == 0 and not first_block:\n",
    "            blk.append(\n",
    "                Residual(input_channels, num_channels, use_1x1conv=True, strides=2)\n",
    "            )\n",
    "        else:\n",
    "            # 其他残差块只改变通道数，不改变尺寸\n",
    "            blk.append(Residual(num_channels, num_channels))\n",
    "    return blk\n",
    "\n",
    "\n",
    "# 模块1：一个7x7卷积层，批量归一化，ReLU激活，3x3最大池化\n",
    "b1 = nn.Sequential(\n",
    "    nn.Conv2d(1, 64, kernel_size=7, stride=2, padding=3),\n",
    "    nn.BatchNorm2d(64),\n",
    "    nn.ReLU(),\n",
    "    nn.MaxPool2d(kernel_size=3, stride=2, padding=1),\n",
    ")\n",
    "\n",
    "# 模块2：两个Residual残差块，输入和输出通道数都是64\n",
    "b2 = nn.Sequential(*resnet_block(64, 64, 2, first_block=True))\n",
    "\n",
    "# 模块3：两个Residual残差块，输入通道数64，输出通道数128\n",
    "b3 = nn.Sequential(*resnet_block(64, 128, 2))\n",
    "\n",
    "# 模块4：两个Residual残差块，输入通道数128，输出通道数256\n",
    "b4 = nn.Sequential(*resnet_block(128, 256, 2))\n",
    "\n",
    "# 模块5：两个Residual残差块，输入通道数256，输出通道数512\n",
    "b5 = nn.Sequential(*resnet_block(256, 512, 2))\n",
    "\n",
    "# 将各个模块组合成完整的ResNet网络\n",
    "net = nn.Sequential(\n",
    "    b1,\n",
    "    b2,\n",
    "    b3,\n",
    "    b4,\n",
    "    b5,\n",
    "    nn.AdaptiveAvgPool2d((1, 1)),  # 自适应平均池化到1x1\n",
    "    nn.Flatten(),  # 展平操作\n",
    "    nn.Linear(512, 10),\n",
    ")  # 全连接层，输出10类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 测试网络可行性\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sequential output shape:\t torch.Size([1, 64, 56, 56])\n",
      "Sequential output shape:\t torch.Size([1, 64, 56, 56])\n",
      "Sequential output shape:\t torch.Size([1, 128, 28, 28])\n",
      "Sequential output shape:\t torch.Size([1, 256, 14, 14])\n",
      "Sequential output shape:\t torch.Size([1, 512, 7, 7])\n",
      "AdaptiveAvgPool2d output shape:\t torch.Size([1, 512, 1, 1])\n",
      "Flatten output shape:\t torch.Size([1, 512])\n",
      "Linear output shape:\t torch.Size([1, 10])\n"
     ]
    }
   ],
   "source": [
    "X = torch.rand(size=(1, 1, 224, 224))\n",
    "for layer in net:\n",
    "    X = layer(X)\n",
    "    print(layer.__class__.__name__, \"output shape:\\t\", X.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 使用 Fashion Mnist 训练网络\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10, Train Loss: 0.5198, Train Accuracy: 81.42%, Test Loss: 0.5780, Test Accuracy: 79.93%\n",
      "Epoch 2/10, Train Loss: 0.2783, Train Accuracy: 89.89%, Test Loss: 0.3078, Test Accuracy: 88.37%\n",
      "Epoch 3/10, Train Loss: 0.2300, Train Accuracy: 91.51%, Test Loss: 0.6291, Test Accuracy: 78.24%\n",
      "Epoch 4/10, Train Loss: 0.2030, Train Accuracy: 92.62%, Test Loss: 0.5828, Test Accuracy: 80.07%\n",
      "Epoch 5/10, Train Loss: 0.1772, Train Accuracy: 93.56%, Test Loss: 0.2492, Test Accuracy: 90.95%\n",
      "Epoch 6/10, Train Loss: 0.1536, Train Accuracy: 94.52%, Test Loss: 0.2239, Test Accuracy: 92.31%\n",
      "Epoch 7/10, Train Loss: 0.1382, Train Accuracy: 95.01%, Test Loss: 0.2197, Test Accuracy: 92.23%\n",
      "Epoch 8/10, Train Loss: 0.1208, Train Accuracy: 95.65%, Test Loss: 0.2336, Test Accuracy: 92.03%\n",
      "Epoch 9/10, Train Loss: 0.1028, Train Accuracy: 96.25%, Test Loss: 0.2258, Test Accuracy: 92.33%\n",
      "Epoch 10/10, Train Loss: 0.0836, Train Accuracy: 96.94%, Test Loss: 0.2686, Test Accuracy: 92.17%\n"
     ]
    }
   ],
   "source": [
    "from torch import nn, optim\n",
    "from torchvision import datasets, transforms\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "# 加载Fashion MNIST数据集并进行预处理\n",
    "transform = transforms.Compose(\n",
    "    [\n",
    "        transforms.Resize((224, 224)),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize((0.5,), (0.5,)),\n",
    "    ]\n",
    ")\n",
    "train_dataset = datasets.FashionMNIST(\n",
    "    root=\"./data\", train=True, transform=transform, download=True\n",
    ")\n",
    "test_dataset = datasets.FashionMNIST(\n",
    "    root=\"./data\", train=False, transform=transform, download=True\n",
    ")\n",
    "\n",
    "train_loader = DataLoader(train_dataset, batch_size=256, shuffle=True)\n",
    "test_loader = DataLoader(test_dataset, batch_size=256, shuffle=False)\n",
    "\n",
    "\n",
    "# 定义损失函数和优化器\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "\n",
    "# 训练函数\n",
    "def train(net, train_loader, criterion, optimizer, device):\n",
    "    net.train()\n",
    "    train_loss = 0\n",
    "    correct = 0\n",
    "    for images, labels in train_loader:\n",
    "        images, labels = images.to(device), labels.to(device)\n",
    "        optimizer.zero_grad()\n",
    "        outputs = net(images)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        train_loss += loss.item() * images.size(0)\n",
    "        pred = outputs.argmax(dim=1, keepdim=True)\n",
    "        correct += pred.eq(labels.view_as(pred)).sum().item()\n",
    "    \n",
    "    train_loss /= len(train_loader.dataset)\n",
    "    accuracy = 100. * correct / len(train_loader.dataset)\n",
    "    return train_loss, accuracy\n",
    "\n",
    "# 测试函数\n",
    "def test(net, test_loader, criterion, device):\n",
    "    net.eval()\n",
    "    test_loss = 0\n",
    "    correct = 0\n",
    "    with torch.no_grad():\n",
    "        for images, labels in test_loader:\n",
    "            images, labels = images.to(device), labels.to(device)\n",
    "            outputs = net(images)\n",
    "            test_loss += criterion(outputs, labels).item() * images.size(0)\n",
    "            pred = outputs.argmax(dim=1, keepdim=True)\n",
    "            correct += pred.eq(labels.view_as(pred)).sum().item()\n",
    "    \n",
    "    test_loss /= len(test_loader.dataset)\n",
    "    accuracy = 100. * correct / len(test_loader.dataset)\n",
    "    return test_loss, accuracy\n",
    "\n",
    "# 设置设备\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "net.to(device)\n",
    "\n",
    "# 记录训练和测试结果\n",
    "train_losses, test_losses = [], []\n",
    "train_accuracies, test_accuracies = [], []\n",
    "\n",
    "# 训练和测试循环\n",
    "num_epochs = 10\n",
    "for epoch in range(num_epochs):\n",
    "    train_loss, train_accuracy = train(net, train_loader, criterion, optimizer, device)\n",
    "    test_loss, test_accuracy = test(net, test_loader, criterion, device)\n",
    "    \n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accuracies.append(train_accuracy)\n",
    "    test_accuracies.append(test_accuracy)\n",
    "    \n",
    "    print(f'Epoch {epoch+1}/{num_epochs}, Train Loss: {train_loss:.4f}, Train Accuracy: {train_accuracy:.2f}%, Test Loss: {test_loss:.4f}, Test Accuracy: {test_accuracy:.2f}%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 可视化训练结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "epochs = range(1, num_epochs + 1)\n",
    "plt.figure(figsize=(12, 4))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "# 绘制损失变化曲线\n",
    "plt.plot(epochs, train_losses, 'bo-', label='Training loss')\n",
    "plt.plot(epochs, test_losses, 'ro-', label='Testing loss')\n",
    "plt.title('Training and Testing Loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "# 绘制准确率变化曲线\n",
    "plt.plot(epochs, train_accuracies, 'bo-', label='Training accuracy')\n",
    "plt.plot(epochs, test_accuracies, 'ro-', label='Testing accuracy')\n",
    "plt.title('Training and Testing Accuracy')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "# 从测试集中随机选择几张图片进行预测和可视化\n",
    "def visualize_predictions(net, test_loader, device, num_images=10):\n",
    "    net.eval()\n",
    "    classes = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat', \n",
    "               'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']\n",
    "    \n",
    "    images, labels, preds = [], [], []\n",
    "    with torch.no_grad():\n",
    "        for i, (img, lbl) in enumerate(test_loader):\n",
    "            if i * test_loader.batch_size >= num_images:\n",
    "                break\n",
    "            img, lbl = img.to(device), lbl.to(device)\n",
    "            output = net(img)\n",
    "            pred = output.argmax(dim=1)\n",
    "            images.append(img.cpu())\n",
    "            labels.append(lbl.cpu())\n",
    "            preds.append(pred.cpu())\n",
    "    \n",
    "    # 随机选择 num_images 张图片\n",
    "    indices = random.sample(range(len(images[0])), num_images)\n",
    "    fig, axes = plt.subplots(2, num_images//2, figsize=(12, 6))\n",
    "    axes = axes.ravel()\n",
    "\n",
    "    for i, idx in enumerate(indices):\n",
    "        img = images[0][idx]\n",
    "        label = labels[0][idx].item()\n",
    "        pred = preds[0][idx].item()\n",
    "        \n",
    "        axes[i].imshow(img.squeeze(), cmap='gray')\n",
    "        axes[i].set_title(f'True: {classes[label]}\\nPred: {classes[pred]}')\n",
    "        axes[i].axis('off')\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# 可视化随机选择的测试图片及其预测结果\n",
    "visualize_predictions(net, test_loader, device, num_images=10)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
